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Speciation along environmental gradients
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Canadian affiliationAn author listed a Canadian institution. This is the only route the usual frame has.
Classifier prediction
metacan-v1-d91a1de5be90Predictions imitate two machine teachers. Scores are not calibrated prevalence probabilities.
- Classifier candidate
- ObservationalBench or experimentalNot applicable
- Classifier consensus
- Not applicable
Teacher imitation scores
Codex
Not applicable0.608
Bench or experimental0.323
Observational0.007
Theoretical or conceptual0.004
Simulation or modelling0.001
Research integrity0.001
Other design0.001
Open science0.000
Case report0.000
Metaresearch0.000
Bibliometrics0.000
Randomized trial0.000
Qualitative0.000
Science and technology studies0.000
Scholarly communication0.000
Meta-epidemiology (narrow)0.000
Meta-epidemiology (broad)0.000
Non-randomized trial0.000
Systematic review0.000
Meta-analysis0.000
Gemma
Observational0.361
Not applicable0.060
Bench or experimental0.014
Simulation or modelling0.004
Open science0.001
Research integrity0.001
Theoretical or conceptual0.001
Case report0.000
Non-randomized trial0.000
Qualitative0.000
Metaresearch0.000
Bibliometrics0.000
Science and technology studies0.000
Randomized trial0.000
Meta-epidemiology (narrow)0.000
Meta-epidemiology (broad)0.000
Scholarly communication0.000
Systematic review0.000
Meta-analysis0.000
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Opus teacher head0.002
GPT teacher head0.205
- Teacher spread
- 0.203 how far apart the two teachers sit on this one work
- Validation status
score_only:v0-immature-baselineverbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
Abstract
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